Drew FK Williamson

Computational Pathology and Molecular Diagnostics

Selected Publications


Towards a general-purpose foundation model for computational pathology


Richard J Chen, Tong Ding, Ming Y Lu, Drew FK Williamson, Guillaume Jaume, Andrew H Song, Bowen Chen, Andrew Zhang, Daniel Shao, Muhammad Shaban, others

Nature Medicine, Nature Publishing Group, 2024, pp. 1--13


A visual-language foundation model for computational pathology


Ming Y Lu, Bowen Chen, Drew FK Williamson, Richard J Chen, Ivy Liang, Tong Ding, Guillaume Jaume, Igor Odintsov, Long Phi Le, Georg Gerber, others

Nature Medicine, Nature Publishing Group, 2024, pp. 1--12


Demographic bias in misdiagnosis by computational pathology models


Anurag Vaidya, Richard J Chen, Drew FK Williamson, Andrew H Song, Guillaume Jaume, Yuzhe Yang, Thomas Hartvigsen, Emma C Dyer, Ming Y Lu, Jana Lipkova, others

Nature Medicine, vol. 30, Nature Publishing Group US New York, 2024, pp. 1174--1190


Algorithmic fairness in artificial intelligence for medicine and healthcare


Richard J Chen, Judy J Wang, Drew FK Williamson, Tiffany Y Chen, Jana Lipkova, Ming Y Lu, Sharifa Sahai, Faisal Mahmood

Nature biomedical engineering, vol. 7, Nature Publishing Group UK London, 2023, pp. 719--742


A Foundational Multimodal Vision Language AI Assistant for Human Pathology


Ming Y Lu, Bowen Chen, Drew FK Williamson, Richard J Chen, Kenji Ikamura, Georg Gerber, Ivy Liang, Long Phi Le, Tong Ding, Anil V Parwani, others

arXiv preprint arXiv:2312.07814, 2023


Artificial intelligence for digital and computational pathology


Andrew H Song, Guillaume Jaume, Drew FK Williamson, Ming Y Lu, Anurag Vaidya, Tiffany R Miller, Faisal Mahmood

Nature Reviews Bioengineering, vol. 1, Nature Publishing Group UK London, 2023, pp. 930--949


Weakly Supervised AI for Efficient Analysis of 3D Pathology Samples


Andrew H Song, Mane Williams, Drew FK Williamson, Guillaume Jaume, Andrew Zhang, Bowen Chen, Robert Serafin, Jonathan TC Liu, Alex Baras, Anil V Parwani, others

ArXiv, arXiv, 2023


Fast and scalable search of whole-slide images via self-supervised deep learning


Chen C, Lu MY, Williamson DF, Chen TY, Schaumberg AJ, Mahmood F

Nature Biomedical Engineering, 2022


A unifying force for the realization of medical AI


Jochen K Lennerz, Ursula Green, Drew FK Williamson, Faisal Mahmood

npj Digital Medicine, vol. 5, Nature Publishing Group, 2022, pp. 1--3


Detection of EGFR mutations in non-small cell lung cancer by droplet digital PCR


Drew FK Williamson, Sean RN Marris, Vanesa Rojas-Rudilla, Jacqueline L Bruce, Cloud P Paweletz, Geoffrey R Oxnard, Lynette M Sholl, Fei Dong

PloS one, vol. 17, Public Library of Science San Francisco, CA USA, 2022, pp. e0264201


AI-based pathology predicts origins for cancers of unknown primary


Ming Y Lu, Tiffany Y Chen, Drew FK Williamson, Melissa Zhao, Maha Shady, Jana Lipkova, Faisal Mahmood

Nature, vol. 594, Nature Publishing Group, 2021, pp. 106--110


Data-efficient and weakly supervised computational pathology on whole-slide images


Ming Y Lu, Drew FK Williamson, Tiffany Y Chen, Richard J Chen, Matteo Barbieri, Faisal Mahmood

Nature biomedical engineering, vol. 5, Nature Publishing Group, 2021, pp. 555--570